by Ekrem Duman | Jul 4, 2026 | AI Strategy & Operations, Technology
⚡ TL;DRChoosing an AI vendor is a structured decision, not a demo-driven one. Score every candidate on five axes: fit to your actual use case, data handling, pricing that scales with usage, reliability and support, and exit terms that avoid lock-in. Run a short paid...
by Ekrem Duman | Jul 4, 2026 | AI Strategy & Operations, Technology
⚡ TL;DRGetting reliable results from AI is less about clever one-off prompts and more about building repeatable workflows. AI operations means turning ad-hoc prompting into templated, tested, monitored processes: standardized prompts, clear inputs and outputs, human...
by Ekrem Duman | Jul 4, 2026 | AI Strategy & Operations, Technology
⚡ TL;DRAI introduces security and data risks that traditional controls do not fully cover: sensitive data leaking into third-party tools, prompt injection attacks, confident hallucinations, unapproved shadow AI, and compromised models. Managing them means classifying...
by Ekrem Duman | Jul 4, 2026 | AI Strategy & Operations, Technology
⚡ TL;DRAI creates value in almost every business function, but the highest-return use cases share a pattern: high-volume, repetitive, rules-based work where a human currently spends hours. This guide maps proven AI use cases across finance, marketing, sales,...
by Ekrem Duman | Jul 4, 2026 | AI Strategy & Operations, Technology
⚡ TL;DRAI agents go beyond assistants: instead of answering a single prompt, they pursue a goal across multiple steps and take actions on their own — booking, updating records, triggering workflows. That autonomy unlocks real operational leverage but raises the...
by Ekrem Duman | Jul 4, 2026 | AI Strategy & Operations, Technology
⚡ TL;DRThe true cost of AI is rarely the subscription fee. Total cost of ownership includes integration, human review, training, change management, and ongoing monitoring — layers that routinely dwarf the license. To calculate real AI ROI, compare fully-loaded cost...
